Machine Learning
Batch vs. Streaming Feature Computation
How to decide when features need real-time streaming computation versus a scheduled batch job, and how to keep the two consistent with each other.
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How to decide when features need real-time streaming computation versus a scheduled batch job, and how to keep the two consistent with each other.
A field guide to feature engineering techniques that hold up outside the notebook, from ratios and windowed aggregates to target encoding done safely.